The coffee cup nearly shattered in David’s hand as he reread the email. Sarah. *Senior Software Engineer*. He could barely breathe. He'd practically worshipped her, her "complex projects" and "demanding deadlines" forming the backdrop of every conversation. He’d even considered quitting his own job – a perfectly respectable position in marketing – to pursue coding.

He felt the familiar thrum of a headache beginning behind his eyes. He tossed the laptop onto the couch, the screen flashing the words "Part-Time Dog Walker - Apply Now!" He felt his teeth grind together. He hadn't noticed the details. He'd been too busy being impressed, too busy picturing their future filled with tech conferences and late-night coding sessions.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the frustrated vector is projected through the unembedding matrix.

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212